Atari Games

The Atari 2600 Games task (and dataset) involves training an agent to achieve high game scores.

( Image credit: Playing Atari with Deep Reinforcement Learning )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–575 of 625 papers

Title	Date	Tasks	Status	Hype
Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents	Sep 18, 2017	Atari Games	CodeCode Available	1
When Waiting is not an Option : Learning Options with a Deliberation Cost	Sep 14, 2017	Atari Games	CodeCode Available	0
Shared Learning : Enhancing Reinforcement in Q-Ensembles	Sep 14, 2017	Atari Gamescontinuous-control	—Unverified	0
Pre-training Neural Networks with Human Demonstrations for Deep Reinforcement Learning	Sep 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified	0
Mean Actor Critic	Sep 1, 2017	Atari Gamesreinforcement-learning	CodeCode Available	0
Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation	Aug 17, 2017	Atari Gamescontinuous-control	CodeCode Available	1
A Distributional Perspective on Reinforcement Learning	Jul 21, 2017	Atari Gamesreinforcement-learning	CodeCode Available	1
Trial without Error: Towards Safe Reinforcement Learning via Human Intervention	Jul 17, 2017	Atari Gamesreinforcement-learning	CodeCode Available	0
Value Prediction Network	Jul 11, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games	Jul 4, 2017	Atari GamesGPU	CodeCode Available	0
Noisy Networks for Exploration	Jun 30, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Count-Based Exploration in Feature Space for Reinforcement Learning	Jun 25, 2017	Atari GamesEfficient Exploration	CodeCode Available	0
Deep reinforcement learning from human preferences	Jun 12, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Shallow Updates for Deep Reinforcement Learning	May 21, 2017	Atari GamesDeep Reinforcement Learning	—Unverified	0
Atari games and Intel processors	May 19, 2017	Atari GamesBIG-bench Machine Learning	—Unverified	0
On Improving Deep Reinforcement Learning for POMDPs	Apr 26, 2017	Atari GamesDecision Making	CodeCode Available	0
Beating Atari with Natural Language Guided Reinforcement Learning	Apr 18, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Investigating Recurrence and Eligibility Traces in Deep Q-Networks	Apr 18, 2017	Atari Gamesreinforcement-learning	—Unverified	0
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	Apr 15, 2017	Atari GamesDistributional Reinforcement Learning	—Unverified	0
Deep Reinforcement Learning framework for Autonomous Driving	Apr 8, 2017	Atari GamesAutonomous Driving	CodeCode Available	0
Recurrent Environment Simulators	Apr 7, 2017	Atari GamesCar Racing	CodeCode Available	0
Micro-Objective Learning : Accelerating Deep Reinforcement Learning through the Discovery of Continuous Subgoals	Mar 11, 2017	Atari GamesDeep Reinforcement Learning	—Unverified	0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning	Mar 10, 2017	Atari GamesMuJoCo	CodeCode Available	1
Tactics of Adversarial Attack on Deep Reinforcement Learning Agents	Mar 8, 2017	Adversarial AttackAtari Games	—Unverified	0
Count-Based Exploration with Neural Density Models	Mar 3, 2017	Atari GamesMontezuma's Revenge	CodeCode Available	0

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All datasets Atari 2600 Breakout Atari 2600 Freeway Atari 2600 Q*Bert Atari 2600 Seaquest Atari 2600 Venture Atari 2600 Space Invaders Atari 2600 Frostbite Atari 2600 Gravitar Atari 2600 Pong Atari 2600 Private Eye Atari 2600 Montezuma's Revenge Atari 2600 Alien

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	864	—	Unverified
2	GDI-I3(200M frames)	Score	864	—	Unverified
3	GDI-I3	Score	864	—	Unverified
4	GDI-H3	Score	864	—	Unverified
5	Bootstrapped DQN	Score	855	—	Unverified
6	FQF	Score	854.2	—	Unverified
7	R2D2	Score	837.7	—	Unverified
8	Ape-X	Score	800.9	—	Unverified
9	Agent57	Score	790.4	—	Unverified
10	IMPALA (deep)	Score	787.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	34	—	Unverified
2	TRPO-hash	Score	34	—	Unverified
3	IQN	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	QR-DQN-1	Score	34	—	Unverified
6	Go-Explore	Score	34	—	Unverified
7	GDI-I3	Score	34	—	Unverified
8	GDI-H3	Score	34	—	Unverified
9	ASL DDQN	Score	33.9	—	Unverified
10	Bootstrapped DQN	Score	33.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Agent57	Score	580,328.14	—	Unverified
2	QR-DQN-1	Score	572,510	—	Unverified
3	R2D2	Score	408,850	—	Unverified
4	IMPALA (deep)	Score	351,200.12	—	Unverified
5	Ape-X	Score	302,391.3	—	Unverified
6	A2C + SIL	Score	104,975.6	—	Unverified
7	MuZero (Res2 Adam)	Score	94,906.25	—	Unverified
8	DreamerV2	Score	94,688	—	Unverified
9	MuZero	Score	72,276	—	Unverified
10	DNA	Score	52,398	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	1,000,000	—	Unverified
2	GDI-H3	Score	1,000,000	—	Unverified
3	Agent57	Score	999,997.63	—	Unverified
4	R2D2	Score	999,996.7	—	Unverified
5	MuZero	Score	999,976.52	—	Unverified
6	MuZero (Res2 Adam)	Score	999,659.18	—	Unverified
7	GDI-I3	Score	943,910	—	Unverified
8	Ape-X	Score	392,952.3	—	Unverified
9	C51 noop	Score	266,434	—	Unverified
10	Duel noop	Score	50,254.2	—	Unverified